About pgvector
pgvector is an MCP server in the RAG category: similarity search, hybrid search, and index management for pgvector-backed PostgreSQL tables.
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Install
uvx mcp-server-pgvectorpip install mcp-server-pgvectorThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
Tools (7)
create_vector_indexCreate an HNSW or IVFFlat index with tunable parameters
Parameters not published.
describe_vector_tableColumns, indexes, and approximate row count for a table
Parameters not published.
explain_similarity_query`EXPLAIN ANALYZE` a similarity query to confirm the ANN index is used
Parameters not published.
hybrid_searchWeighted blend of vector similarity and Postgres full-text search (`ts_rank_cd`)
Parameters not published.
list_vector_tablesDiscover every `vector` column in the database, with its dimensionality
Parameters not published.
similarity_searchk-NN search over a vector column (cosine / L2 / inner product), with structured metadata filters
Parameters not published.
upsert_embeddingInsert or update a row's embedding + metadata
Parameters not published.
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